- An Efficient Deep Learning based Seq2Seq Model for Abstractive Text summarization.- Text Scribe: Unveiling New Dimensions in Text Summarization.- GRUbBD-SM: Gated Recurrent Unit based Bot Detection on social media.- Scaling Language Boundaries: A Comparative Analysis of Multilingual Question-Answering Capabilities in Large Language Models.- Performing Text Segmentation to Improve OCR on Multi Scene Text.- Deep Learning Based Multilingual Voice Recognition System and Analytics for Organization Surveys.- Speech Emotion Recognition using Convolutional Neural Networks.- Hybrid Approach to The Personification of dialogue Agents.

- MelSpectroNet: Enhancing Voice Authentication Security with AI-based Siamese Model and Noise Reduction for Seamless User Experience.- A framework for Information Retrieval using Domain Specific Dictionary: Illustration through enhancing the Intelligence Cycle.- Text-Independent Voiceprints Identification using Feed- Forward Back-propagation with layered strategies.- Email Bot- Voice Based Email System for Blind.- Empowering Hate Speech Detection: A Comparative Exploration of Deep Learning Models.- Hate Speech Detection Using Glove and BERT.- Santali Vowel Recognition: An Under-Resourced Tribal Language.- Revolutionizing Writing: Personalized Neural Classifier for Handwritten Text.

- Hindi Speech Recognition using Deep Learning: A Review.- A Comprehensive Review of Instructional Tools and Applications for Dyslexic Learners.- Deep Learning-based Speech Recognition Models: Review.- Analysis of Acoustic Features for Gender Identification using Punjabi Speech Dataset.- Context Based Anaphora Resolution of English Discourses using Rule Based Approach.- Enhancing Named Entity Recognition with DistilBERT and Attention Ensemble Fusion.- Explaining Spectrograms in Machine Learning: A Study on Neural Networks for Speech Classification.- Speech Recognition using Adaptation of Whisper Models.

- Voice Stress Analysis using Machine Learning.- Efficient Real-Time Indian Sign Language Fingerspelling Recognition in Natural Settings using Heuristics.- A Novel and Intelligent approach for Indian Locale Based Text-to-Speech Model by hybridizing Wave Net and Wave Glow with Mel-Spectrogram Analysis.- Optimization of Indian Sign Language Detection using Data Generators.- A Comparative Analysis of Deep Learning Architecture for Accurate Gender Classification using Vocal Data.- A Comprehensive Analysis on Kaldi-Based Speech Recognition for Low Resource Indian Languages.- Comparative Analysis of Deep Learning Models for Text Summarization on Hindi Corpus.- Tune into Your Feelings: NLP-Powered Emotion Driven Music Recommender System.

- Recent Trends in text to Speech Synthesis in Context with Indian Languages.- Advanced Speech Emotion Recognition in Malayalam Accented Speech: Analyzing Unsupervised and Supervised Approaches.